Search Results for author: Petr Šimánek

Found 4 papers, 1 papers with code

Improving deep learning precipitation nowcasting by using prior knowledge

no code implementations27 Jan 2023 Matej Choma, Petr Šimánek, Jakub Bartel

Deep learning methods dominate short-term high-resolution precipitation nowcasting in terms of prediction error.

WeatherFusionNet: Predicting Precipitation from Satellite Data

1 code implementation30 Nov 2022 Jiří Pihrt, Rudolf Raevskiy, Petr Šimánek, Matej Choma

WeatherFusionNet is a U-Net architecture that fuses three different ways to process the satellite data; predicting future satellite frames, extracting rain information from the current frames, and using the input sequence directly.

Learning to Optimize with Dynamic Mode Decomposition

no code implementations29 Nov 2022 Petr Šimánek, Daniel Vašata, Pavel Kordík

Designing faster optimization algorithms is of ever-growing interest.

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